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Как я победил в RAG Challenge: от нуля до SoTA за один конкурс

Автор - DarkBones
Автор - DarkBones

Предисловие

В этом посте я расскажу про подход, благодаря которому я занял первое место в обеих призовых номинациях и в общем SotA рейтинге.

Памятка по RAG

RAG - это инструмент, расширяющий возможности LLM через “подключение” к ней базы знаний любого размера.

Путь разработки базовой RAG системы состоит из этапов:

  1. Parsing: Подготавливаем данные для наполнения базы знаний. Собираем документы, парсим в текстовый формат, очищаем их от мусора.

  2. Ingestion: Создаём и наполняем базу знаний.

  3. Retrieval: Создаём инструмент, который будет находить и возвращать релевантные данные, принимая на вход вопрос юзера. Традиционно используется семантический поиск по векторной базе данных.

  4. Answering: Обогащаем извлечёнными данными промпт с вопросом юзера и отправляем в LLM, возвращаем ответ.

В чём суть RAG Challenge?

Нужно создать вопросно-ответную систему на основе годовых отчётов компании. Если коротко, то в день конкурса:

  1. Выдаются PDF-годовые отчёты по сотне случайно выбранных компаний и 2.5 часа на парсинг этих отчётов и составление базы данных.

  2. После этого генерируется сотня случайных вопросов (по заранее известным шаблонам), на которые система должна как можно быстрее ответить.

Все вопросы должны иметь однозначный ответ:

  • Да/Нет;

  • название компании (или нескольких компаний);

  • названия управляющих позиций, выпущенных продуктов;

  • размер той или иной метрики: выручка, количество магазинов и т.д.

Каждый ответ должен сопровождаться ссылками на страницы с ответом в качестве доказательства, что система по честному нашла ответ и не сгаллюцинировала.

Вопросы и ответы на них от моей лучшей системы можно посмотреть тут

Схема работы победившей системы:

Помимо базовых этапов победное решение включает в себя два роутера, и LLM реранкинг
Помимо базовых этапов победное решение включает в себя два роутера, и LLM реранкинг

А теперь я подробнее расскажу обо всех этапах постройки системы, о набитых шишках, о лучших методиках.

1. Parsing

Чтобы начать составлять хоть какую-то базу, PDF-документы необходимо перевести в простой текст. Парсинг PDF — крайне нетривиальная задача с миллионом неочевидных сложностей:

  • сохранение структуры таблиц;

  • сохранение важных элементов форматирования (например, заголовки и буллит-списки);

  • распознавание многоколоночного текста;

  • обработка графиков, изображений, формул, колонтитулов и т.п.

Интересные проблемы при парсинге PDF, которые я обнаружил (но не успел решить):

  • Крупные таблицы иногда повёрнуты на 90 градусов, парсеры ломают об них зубы:

46f655cdf7bba39dffeef8edea1063bc.png

  • Графики, наполовину состоящие из картинки, наполовину — из текстового слоя;

  • В некоторых документах нарушено хранение шрифтов: визуально текст выглядит нормально, но при попытке скопировать или спарсить его из документа получается бессмысленный набор букв.

    Я расследовал этот случай отдельно и оказалось, что этот текст можно расшифровать - это шифр Цезаря с неоднородным сдвигом по ASCII таблице. Величина сдвига определена для каждого слова отдельно.
    Это породило у меня множество вопросов. Если кто-то намеренно защитил копирование публичного отчёта о компании - зачем? Если шрифт сломался при конвертации - почему именно так?

Выбор парсера

Я перепробовал пару десятков PDF-парсеров:

  • нишевых;

  • именитых;

  • новомодных с ML-обучением;

  • проприетарных с доступом по API.

Могу с уверенностью сказать, что на сегодняшний день ни один парсер не способен учесть все нюансы и вернуть содержимое PDF в виде текста, не расплескав часть важной информации по пути.

Наилучшим парсером для RAG Challenge оказался относительно известный Docling. Оказалось, что за его разработкой стоит один из организаторов соревнования - IBM.

Кастомизация парсера

Однако несмотря на наилучшие результаты, в Docling не было некоторых важных возможностей. Частично они присутствовали, но в разных конфигурациях, которые нельзя было объединить в одну.

Поэтому я засучил рукава, тщательно покопался в исходном коде библиотеки и переписал часть методов под себя, чтобы в результате парсинга получать JSON, содержащий всю нужную мне метаинформацию. На основе JSON я собрал Markdown-документ с скорректированным форматированием и около-идеальным переносом структуры таблиц из PDF не только в MD, но и в HTML-формат, что оказалось важным позднее.

Эта библиотека довольно шустрая, но не настолько, чтобы спарсить 15 тысяч страниц за 2.5 часа на персональном ноутбуке. Поэтому я воспользовался возможностью GPU-ускорения парсинга и для конкурса арендовал виртуальную машину с GPU 4090 за 70 центов в час.

Runpod оказался крайне удобным для краткосрочной аренды GPU
Runpod оказался крайне удобным для краткосрочной аренды GPU

На парсинг всей сотни документов ушло около 40 минут, что, судя по отчётам и комментариям других участников, является крайне высокой скоростью.

На этом этапе мы имеем спарсенные в формате JSON отчёты.
Теперь можно набивать базу данных?

Пока что — нет. Сначала нужно почистить текст от мусора и преподготовить таблицы.

Очистка текста и подготовка таблиц

Иногда часть текста парсится из PDF криво и содержит специфический синтаксис, который ухудшает читаемость и осмысленность информации. Я решил эту часть пачкой из пары десятков регулярок.

Пример кривого парсинга
Пример кривого парсинга

Упомянутые чуть выше документы с шифром Цезаря также детектил регулярками. Я пытался их расшифровать, но даже после восстановления они содержали множество артефактов. Поэтому я просто прогонял их через OCR целиком.

Сериализация таблиц

В больших таблицах название метрики (горизонтальный заголовок) находится слишком далеко от вертикальных заголовков, что ослабляет семантическую связность.

Между вертикальным и горизонтальным заголовком 1,5 тысячи нерелевантных токенов.
Между вертикальным и горизонтальным заголовком 1,5 тысячи нерелевантных токенов.

Это сильно понижает релевантность чанка с искомой информацией при векторном поиске (не говоря уж о ситуации, когда таблица не помещается в чанк целиком). Помимо этого LLM затрудняется сопоставить название метрики и заголовок в больших таблицах и может промахнуться, вернув соседнее значение.

Решением стала сериализация таблиц. Исследований на эту тему не очень много, поэтому пришлось нащупывать путь самостоятельно. Можете погуглить Row-wise Serialization, Attribute-Value Pairing или почитать вот это исследование.

Суть сериализации — перевести большую таблицу в набор небольших контекстуально независимых строк.

После долгих экспериментов с промптами и Structured Output схемами, мне удалось найти решение, в котором даже GPT-4o-mini оказалась способной сериализовывать огромные таблицы почти без потерь. Сначала я подавал в LLM таблицы в MD-формате, но затем перешёл на HTML-формат (вот он и пригодился!). Языковые модели понимают его гораздо лучше, плюс он позволяет описывать таблицы со смердженными ячейками, подзаголовками и прочими структурными выкрутасами.

Для ответа на вопрос “What was the company's shareholder's equity in 2021?” достаточно подать в LLM лишь одно предложение, вместо большой структуры с кучей “мусорной” информации.

При сериализации вся таблица переводится в набор подобных независимых блоков:

{'subject_core_entity': "Shareholders' equity",
'information_block': "Shareholders' equity for the years from 2012/3 to 2022/3 are as follows: ¥637,422 million (2012/3), ¥535,422 million (2013/3), ¥679,160 million (2014/3), ¥782,556 million (2015/3), ¥540,951 million (2016/3), ¥571,983 million (2017/3), ¥511,242 million (2018/3), ¥525,064 million (2019/3), ¥513,335 million (2020/3), ¥577,782 million (2021/3), and ¥1,274,570 million (2022/3)."}

После получения сериализованной версии таблицы я поместил её под изначальную таблицу, как своего рода текстовое пояснение по каждому элементу.

Промпт и логику сериализации можно посмотреть в репозитории проекта: tables_serialization.py

*Несмотря на потрясающий потенциал сериализации, в победившем решении сериализация не использовалась. О причинах - в конце поста.

2. Ingestion

Отчёты переведены из PDF в обычный md текст и очищены. Теперь создадим из них базы данных.

Договоримся о терминологии

В сфере поисковых систем (google search, full-text-search, elastic search, vector search и вот это всё) документ - это один проиндексированный элемент, возвращаемый системой в результате запроса. Документом может быть одно предложение, абзац, страница, сайт, изображение - без разницы. Но лично меня это название всегда сбивает с толку, из-за более распространённого, бытового определения: Документ как отчёт, контракт, сертификат.

Поэтому далее я буду использовать документ в бытовом смысле. А хранящийся в базе элемент буду именовать чанком, так как мы храним в базе просто нарезанные кусочки текста.

Чанкирование

По условиям соревнования требовалось указать страницы, содержащие релевантную информацию. Так делают и в энтерпрайз системах: референсы позволяют определить, что ответ модели - не галлюцинация.
Это не только делает систему более прозрачной для пользователя, но и упрощает отладку при разработке.

Самый простой вариант — взять в качестве чанка страницу документа целиком, они редко выходят за пределы пары тысяч токенов (Хотя сериализация таблиц может раздуть страницу и до пяти тысяч).

Но снова задумаемся о повышении семантической связности между вопросом и чанком текста из документа. Обычно квант информации, достаточный для ответа, имеет размер не больше десяти предложений.

Из этого логично следует, что искомое высказывание внутри небольшого абзаца даст бОльший similarity score, чем то же высказывание, разбавленное целой страницей слаборелевантного текста.

Я разделил текст на странице на чанки по 300 токенов (примерно 15 предложений).
Для нарезки текста использовал рекурсивный сплиттер с кастомным MD-словарём. Чтобы не потерять инфу, неудачно порезанную между двумя чанками, добавляем небольшое пересечение текста (50 токенов).

Если переживаете, что и пересечение не уберёт риски неудачной нарезки, можете погуглить “Semantic splitter”. Это особенно важно, если вы собираетесь подавать в контекст только найденные чанки.

Однако для моей Retrieval системы аккуратность нарезки практически не играет роли.

Каждый чанк хранит в метадате свой ID и номер родительской страницы.

Векторизация

Салат из чанков нарезан, переходим к созданию векторной базы. Вернее, не базы, а баз. 100 баз. 1 база = 1 документ.
Потому что зачем смешивать информацию о компаниях в одну кучу и потом пытаться отделить revenue одной компании от revenue другой? Искомые данные для ответа всегда находятся строго в рамках одного документа.
Нужно только определить, в какую базу данных стучаться для заданного вопроса (об этом позже).

Для создания, хранения и поиска по векторной базе я использовал FAISS

Немного про формат векторной базы

Базы созданы методом IndexFlatIP
Плюс Flat базы - все вектора хранятся в базе as is, без сжатия или квантизации.
По ним производится Brute-force search, который даёт бОльшую точность. Минус - такой поиск гораздо более Compute и Memory intensive.

Если в вашей базе хотя бы сотня тысяч элементов, рассмотрите IVFFlat или HNSW. Эти форматы гораздо более шустрые (хоть и требуют больше ресурсов при создании базы). Но за скорость приходится платить точностью из-за ANN поиска (Approximate Nearest Neighbor).

Отказ от хранения чанков всех документов в одном индексе позволил мне использовать Flat базы.

IP - Inner product, используется для определения relevance score через Cosine similarity. Помимо IP есть ещё L2 - подсчёт relevance score через евклидово расстояние. IP оценивает релевантность получше.

Для преобразования чанков и вопросов в векторное представление я использовал text-embedding-3-large.

3. Retrieval

После того как мы создали базы, можно переходить к части “R” нашей RAG системы.

Retriever - это общая система поиска, которая принимает на вход запрос, а на выход выдаёт релевантный текст, в котором должна находиться необходимая для ответа информация.

В базовом варианте это просто запрос в векторную базу данных с извлечением top_n результатов.

Это особенно важная часть RAG системы: если LLM не получает нужную информацию в контекст запроса, она никаким образом не даст правильный ответ. Независимо от того, насколько хорошо у вас проработан парсинг текстов и промпты для ответов.

Junk in - Junk out.

Качество ретривера можно поднять множеством методов. Рассказываю про те, которые я рассматривал в этом соревновании.

Hybrid search vDB + BM25

Гибридный поиск комбинирует семантический поиск по векторам с классическим текстовым поиском BestMatch25, основанным на ключевых словах. Он позволяет учитывать не только смысл текста, но и точные совпадения слов из запроса, что теоретически повышает точность retrieval-системы. Обычно результаты обоих методов просто объединяют и реранжируют по комбинированному скору.

Этот вариант мне не особо понравился: в минимальной реализации он чаще снижал качество поиска, чем повышал.

В целом, гибридный поиск - это хорошая техника. Его можно довести до ума, подавая на вход видоизменённые запросы. В базовом варианте - LLM запросом перефразировать вопрос, убрав из него воду и повысив плотность ключевых слов.

У кого если положительный опыт с этим подходом - расскажите в комментариях. Особенно про потенциальные проблемы и как вы их разрешали.

В любом случае, я держал более интересные варианты в голове и не захотел копать в эту сторону.

Cross-encoder reranking

Реранжирование результатов векторного поиска через Cross-encoder модель показался мне многообещающей модификацией. Если коротко, он более точно оценивает similarity score, но при этом более медленный.

Cross-encoders — нечто среднее между embedding-моделями (bi-encoders) и LLM. В отличие от сравнения текстов через их векторное представление, которое по определению lossy (часть информации теряется при векторизации), cross-encoders оценивают семантическую схожесть между двумя текстами напрямую. Это даёт более точную оценку.

Но попарное сравнение вопроса со всеми элементами базы для каждого вопроса занимает слишком много времени.

Поэтому его стоит применять на небольшом количестве чанков, вытащив их через векторный поиск.

В последний момент я отказался от них из-за низкой распространённости cross-encoder реранкеров с доступом по API. У OpenAI таких моделей нет и никогда не было, как и у остальных гигантов, а желания возиться с контролем ещё одного API-баланса у меня не было.

Если вам интересно попробовать cross-encoder reranking, могу посоветовать Jina Reranker. У него хорошие результаты по бенчмарком, плюс Jina даёт довольно большое количество запросов при регистрации.

Отказался я ещё и потому, что у меня была более интересная альтернатива - LLM reranking!

LLM reranking

Всё просто. Отправляем в LLM текст и вопрос, спрашиваем: «Этот текст полезен для ответа? Насколько? Определи релевантность от 0 до 1».

До недавнего времени такой подход был нецелесообразен из-за дороговизны хороших LLM моделей такой. Теперь же у нас есть быстрые, дешёвые и при этом достаточно умные LLMки.

Как и в случае с Cross-encoder реранкингом, применяем его после предварительного сужения круга подозреваемых векторным поиском.

Я создал для реранкинга подробный промпт, в котором расписал общие гайдлайны оценки и критерии оценки с шагом в одну десятую:

0 = Completely Irrelevant: The block has no connection or relation to the query.
0.1 = Virtually Irrelevant: Only a very slight or vague connection to the query.
0.2 = Very Slightly Relevant: Contains an extremely minimal or tangential connection.
…

Запрос в LLM посылается в формате Structured output с двумя полями: reasoning (чтобы модель порассуждала перед ответом) и relevance_score, чтобы вытаскивать число напрямую из json поля, без парсинга.

Также я немного оптимизировал процесс, отправляя по 3 страницы в одном запросе, чтобы LLM возвращала сразу 3 оценки. Это увеличило скорость, уменьшило стоимость, и слегка подняло качество оценки. Наличие соседних блоков текста “приземляет” модель, обеспечивая бОльшую консистентность оценок.

Корректировку relevance score производил взвешенным средним
vector_weight = 0.3, llm_weight = 0.7

Теоретически, можно отказаться от векторного поиска и прогонять через LLM вообще все страницы из документа. Некоторые участники так и делали, и вполне успешно.
Но я считаю, что дешёвый и быстрый способ отсева через эмбеддинги всё-таки нужен. Для документа из 1000 страниц (а был и такой) один вопрос обойдётся в четверть доллара - дороговато.

Ну и в конце концов, у нас тут RAG конкурс, или что?)

Реранкинг через gpt-4o-mini стоил мне меньше цента на вопрос! Этот метод показал отличное соотношение качества, скорости и стоимости. Именно поэтому я остановился на нём.

Промпт для реранкинга можете посмотреть тут

Parent Page Retrieval

Помните, я говорил про разбивку текста на меньшие чанки? Тут есть небольшая проблема.

Да-да, основная часть информации для ответа сконцентрирована в небольшом чанке и это увеличивает качество поиска.

Но остальной текст со страницы всё ещё может содержать второстепенную, но важную информацию.

Поэтому после нахождения top_n релевантных чанков я использую их только в качестве указателей на страницу, которая и идёт в контекст. Именно для этого я и записывал номер страницы в метадату каждого чанка.

Собранный ретривер

image.png

Пройдёмся по итоговому ретриверу:

  1. Векторизируем вопрос

  2. Ищем по вектору вопроса топ 30 релевантных чанков.

  3. По метаданным чанков извлекаем страницы (не забываем их дедуплицировать)

  4. Передаём страницы в LLM реранкер

  5. Корректируем relevance score страниц

  6. Возвращаем топ 10, добавив в текст каждой страницы её номер и объединив в их одну строку

Наш ретривер готов!

4. Augmentation

image.png

Векторная база собрана, ретривер тоже готов к работе, часть “R” (retrieval) в RAG - позади. Часть “A” (augmentation) довольно простая, и в основном состоит из f-strings и их конкатенаций.

Из интересного - расскажу про структуру хранения промптов. Я довольно долго мучился и пробовал разные варианты, и в итоге пришёл к следующему:

Промпты я храню в отдельном prompts.py файлике. Обычно разбиваю промпты на логические блоки:

  • Основная системная инструкция;

  • Pydantic-схема, которая задаёт формат ответа, ожидаемый от LLM;

  • Примеры пар “запрос - ответ” для создания one/few-shot промптов;

  • Template для вставки контекста и вопроса.

Небольшая функция собирает блоки в финальный промпт в необходимой конфигурации. Такой подход позволяет гибко собирать разные конфигурации промпта при тестировании гипотез (например, при сравнении эффективности разных примеров для one-shot).

Часть инструкций может повторяться среди нескольких промптов. Раньше при изменении такой части мне приходилось синхронизировать в каждом использующем её промпте. Было очень легко что-то пропустить.
Блочный подход убрал эту проблему. Теперь я помещаю повторяющуюся инструкцию в Shared блок и переиспользую его в нескольких промптах.

Помимо этого с блоками проще обращаться, когда промпты становятся слишком уж длинными.

Все промпты можно посмотреть в репозитории проекта: prompts.py

5. Generation

Третья часть “G” в RAG - самая трудоёмкая. Для её качественной реализации нужно грамотно использовать несколько базовых техник.

Роутинг запросов к базе данных

image.png

Это одна из самых простых и при этом самых полезных частей RAG-системы.

Напомню, для каждого отчёта создана отдельная векторная база. Генератор вопросов устроен так, что имя компании в вопросе всегда упоминается явно.

У нас есть список имён всех компаний (он выдавался вместе со всеми pdf отчётами в начале соревнования). Поэтому для извлечения даже LLM не нужна: пробегаемся по списку, вытаскиваем из вопроса имя через re.search() и сопоставляем с соответствующей базой.

В реальной жизни маршрутизировать вопрос к базе данных сложнее, нежели в наших стерильных контролируемых условиях. Скорее всего придётся проделать дополнительную работу по предварительной разметке баз данных; извлекать из вопроса сущность для сопоставления с базой при помощи LLM.

Но концептуально подход не меняется.

Подытожим: Нашли имя → сопоставили с БД → ищем только в ней. Наша область поиска сократилась в 100 раз.

Роутинг запросов к промпту

image.png

Одно из требований соревнования - формат ответов. На каждый вопрос система должна отвечать односложно, строго соблюдая тип данных, как если бы ответы помещались в базу данных по компании.
Вместе с каждым вопросом идёт ожидаемый тип - int/float, bool, str, list[str].

По каждому типу нужно учитывать 3-6 разных нюансов при ответе.

Например, если спрашивается размер метрики, ожидается только число, без комментариев, знаков валюты и т.п. Если это денежная метрика, то валюта в отчёте должна соответствовать валюте в вопросе, а само число должно быть нормализовано - в отчётах часто пишут что-то вроде $1352 (в тысячах) — система должна ответить 1352000.

Как обеспечить, чтобы LLM соблюдала все подобные нюансы разом и ничего не напутала? Да никак. Чем больше правил вы даёте LLM, тем выше вероятность, что модель будет их игнорировать. Даже 8 правил - уже опасно много для моделей текущего дня. Когнитивная ёмкость модели - ограниченный ресурс, а дополнительные правила “отвлекают” её от главной задачи - ответа на заданный вопрос.

Из этого следует закономерный вывод: нужно сводить количество правил в одном запросе к минимуму. Этого можно достичь, например, разбив один запрос на цепочку из нескольких.

Но в нашем случае можно сделать ещё проще - так как тип ожидаемого ответа передаётся нам в явном виде, мы можем передавать в промпт только необходимый набор инструкций, в зависимости от типа ответа.

Я написал 4 вариации промптов, и выбирал нужный простым if else

Роутинг многосоставных запросов

image.png

В соревновании есть вопросы, требующие сравнить метрики нескольких компаний. Они не укладываются в парадигму остальных вопросов, так как требуют больше действий для ответа.

Пример вопроса: Who has higher revenue, Apple or Microsoft?

Задумываемся: как человек решит такую задачу? Сначала он найдёт выручку для каждой из компаний, и потом сравнит её.

Внедряем идентичное поведение в нашу систему.
Подаём в LLM изначальный вопрос-сравнение и просим составить вопрос, который позволит найти метрику в каждой компании.
В рамках нашего примера вопрос поиска будет таким: What is Apple's revenue?, What is Microsoft's revenue?

Теперь можно провести этот вопрос по стандартному пайплайну для каждой компании.

Собрав ответы по каждой из компаний, передаём их в контекст для ответа на изначальный вопрос.

Этот паттерн применим к любым сложным вопросам. Главное - распознать такие вопросы и определить для них необходимые подшаги.

Chain of Thoughts

CoT - это способ значительно увеличить качество ответов, заставив модель "порассуждать" перед тем, как выдать окончательный результат. Вместо того, чтобы давать ответ сразу, LLM генерирует цепочку промежуточных шагов, помогающих прийти к ответу.

LLM, как и люди, лучше справляются со сложными задачами, если разбивают их на более мелкие и простые. CoT помогает модели не упустить важные детали, последовательно обработать информацию и прийти к верному выводу.
Это особенно важно, когда в контексте есть "ловушки", которые могут повести модель по ложному пути.

Уверен, вы слышали культовую фразу Think step by step. Это одна из самых ранних попыток увеличить качество ответа через промптинг. Можно даже сказать, что именно она породила модный “промпт инжиниринг”. Однако для серьёзных задач такой общей инструкцией не обойдёшься.

LLM иногда могут "имитировать" рассуждения. Например, сразу выдать ответ, а затем "задним числом" подгонять под него объяснения. Или начать галлюцинировать, придумывая несуществующие факты. Особенно эта проблема актуальна для слабеньких моделей типа gpt-4o-mini или llama 8b.

Чтобы CoT приносила пользу, необходимо чётко объяснить, как именно модель должна рассуждать. Расписать шаги, цель ответа, дать пример.
Шаги размышления могут строиться от заданных в промпте инструкций - это улучшает следование правилам.

В случае RAG, когда в отчёте отсутствует информация об искомой метрике, в контекст для ответа помещается что-то другое, но максимально близкое по смыслу. В такой ситуации модели склонны притянуть метрику за уши и засчитать как искомую. Модели дообучены быть полезными и поэтому имеют bias в сторону приведения хоть какого-то ответа вместо “Я не знаю”.

Нивелировать этот bias, просто попросив модель быть скептичной - получается, но далеко не всегда. А вот попросить модель рассмотреть информацию под разными углами, проанализировать с разных точек зрения в процессе рассуждений - помогает гораздо лучше.

Я указал модели, что она должна уделять отдельное внимание сопоставимости метрики из вопроса с метриками из контекста. Это значительно уменьшило количество галлюцинаций.

Пример рассуждений при работе с неоднозначным контекстом:

Вопрос:

What is the Research and development equipment, at cost, for Ritter Pharmaceuticals, Inc.?

Цепочка мыслей модели:

  1. The question asks for 'Research and development equipment, at cost' for Ritter Pharmaceuticals, Inc. This indicates a specific value from the balance sheet, representing the original purchase price of equipment specifically used for R&D, without any accumulated depreciation.

  2. The context (page 35) shows 'Property and equipment, net' at $12,500. This is a net value (after depreciation), and it's a broader category, encompassing all property and equipment, not just R&D equipment.

  3. The context (page 37) also mentions 'Accumulated Depreciation' of $110,000 for 'Machinery and Equipment'. This represents the total depreciation, not the original cost, and, importantly, it doesn't specify that this equipment is exclusively for R&D.

  4. Neither of these metrics exactly matches the requested metric. 'Property and equipment, net' is too broad and represents the depreciated value. 'Accumulated Depreciation' only shows depreciation, not cost, and lacks R&D specificity.

  5. Since the context doesn't provide the original cost of only R&D equipment, and we cannot make assumptions, perform calculations, or combine information, the answer is 'N/A'.

Structured outputs

SO — это возможность задать модели строгий формат ответа. Обычно передаётся в API отдельным полем в виде Pydantic или JSON schema.

Он заставляет модель всегда отвечать валидным JSON, полностью соответствующим заданному формату.

В схеме для ответа можно добавлять описания полей. Они не оказывают влияния на структуру, но LLM воспринимает их как часть промпта.

Вот, например pydantic схема для LLM реранкинга:

class RetrievalRankingSingleBlock(BaseModel):
    """Rank retrieved text block relevance to a query."""
    reasoning: str = Field(description="Analysis of the block, identifying key information and how it relates to the query")
    relevance_score: float = Field(description="Relevance score from 0 to 1, where 0 is Completely Irrelevant and 1 is Perfectly Relevant")

С ней LLM всегда отвечает JSON'ом с двумя полями, первое - строка, второе - число.

CoT SO

Приведённые выше методы идеально сочетаются друг с другом.

При генерации у модели есть отдельное поле специально для рассуждений, и поле для итогового ответа.
Мы можем извлекать ответ без необходимости его парсинга из пространных рассуждений.

Реализовать CoT в SO можно по-разному. Например, через несколько JSON-полей, в каждом из которых модель будет приходить к полезному выводу, а их совокупность приведёт модель к верному ответу.

Но так как в соревновании логика нахождения ответов варьировалась, я использовал более общий подход, предоставив модели для размышлений только одно поле, а сам порядок рассуждений задал промптом.

В моей основной схеме для ответа на вопросы из соревнования всего 4 поля:

  • step_by_step_analysis — предварительное рассуждение (та самая CoT).

  • reasoning_summary — сжатый пересказ предыдущего поля (для удобного отслеживания логики рассуждения модели перед ответом).

  • relevant_pages — номера страниц из отчёта, на которые ссылается ответ.

  • final_answer — односложный ответ в формате, заданном ТЗ.

Первые три поля я переиспользовал во всех четырёх промптах для разных типов ответа. Четвёртое поле везде отличается: оно задаёт тип ответа и описывает нюансы, на которые нужно обращать внимание при ответе.

Например, вот таким образом обеспечивается, что в поле final_answer будет либо число, либо N/A: final_answer: Union[float, int, Literal['N/A']]

SO Reparser

Не все LLM поддерживают Structured Outputs, который гарантирует следование схеме на 100% .

Если модель не имеет отдельного поля для SO, ей всё ещё можно подать схему ответа в самом промпте. Модели достаточно умны, чтобы в большинстве случаев отвечать валидным JSON. Но какая-то часть ответов не будет соответствовать схеме, что сломает наш код. Маленькие модельки так вообще будут ошибаться через раз.

Я написал отдельный fallback метод, который проверяет ответ модельки на соответствие схемы через schema.model_validate(answer). В случае ошибки валидации метод возвращает ответ обратно в LLM с запросом привести его к заданной схеме.

Этот метод подтянул следование формату обратно до 100%, даже для 8b модели.

Вот сам промпт

One-shot промпты

Это ещё одна распространённая методика, она довольно проста и очевидна:
Если помимо инструкций добавить в промпт пример ответа, качество и консистентность ответов повысится.

В каждый промпт я добавил пару «вопрос → ответ», причём ответ писал в формате JSON, задаваемым через SO.

Пример преследует сразу несколько целей:

  • Демонстрирует образцовый процесс step-by-step reasoning.

  • Дополнительно артикулирует правильное поведение в сложных кейсах (для перекалибровки Bias’ов модели).

  • Демонстрирует структуру JSON, которой должен соответствовать ответ модели (особенно важно для моделей без нативной поддержки SO).

Составлению примеров ответов я уделил большое внимание. В зависимости от качества примера в промпте он может как улучшить, так и ухудшить качество ответов, поэтому пример должен быть абсолютно консистентен с директивами и в целом быть около-идеальным. Если ответ в примере противоречит инструкциям, модель путается, и это может снизить качество.

Поле step-by-step reasoning в примерах я вычитывал и корректировал почти что вручную, прорабатывая структуру рассуждений и формулировку каждой фразы.

Проработка инструкций

Эта часть сопоставима по трудозатратам со всем этапом подготовки данных: из-за бесконечной итеративной отладки, вычитки ответов и ручного анализа процесса «размышления» модели.

Анализ вопросов

Перед тем как составлять промпты, я подробно изучил как требования к ответам, так и генератор вопросов.

Ключ к хорошей системе с LLM под капотом — понимание потребностей клиента. Для этого, как правило, необходимо погрузиться в профессиональную отрасль и скрупулёзно разбирать вопросы. Я убеждён, что нельзя написать действительно качественную QA-систему для бизнеса, если ты сам не понимаешь сути вопроса и того, как найти на него ответ (я буду рад, если кто-то сможет меня переубедить).

Это понимание нужно ещё и для того, чтобы выяснить все неявные смыслы, возникающие в вопросах пользователя.

Рассмотрим на примере вопроса “Who is the CEO of ACME inc?”

В идеальном мире отчёт всегда содержит прямой ответ, исключающий какие-либо мисинтерпретации:

CEO responsibilities are held by John Doe

RAG-система находит эту фразу в отчёте, кладёт её в контекст к вопросу, и пользователь получает однозначный ответ: John Doe

Но мы живём в реальном мире, в котором десятки тысяч компаний могут выражать информацию в неограниченном числе вариаций и с кучей дополнительных нюансов.

И это порождает вопрос: а что вообще можно отнести к термину «CEO»?

  • Насколько дословно система должна воспринимать вопрос заказчика?

  • Он хочет узнать имя человека, занимающего управляющую роль с похожими обязанностями, или исключительно по этому названию роли?

  • Шаг влево, шаг вправо — расстрел? А два шага можно сделать? А три?

Под эту роль потенциально подпадают:

  • Chief Executive Officer — тут всё очевидно, просто расшифровка аббревиатуры.

  • Managing Director (MD), President, Executive Director — тут чуть менее очевидно. В разных странах используют другое название для этой роли (в UK и Европе — MD, в Америке и Японии — President, в UK, странах Азии и non-profit компаниях — Executive Director).

  • Chief Operating Officer, Principal Executive Officer, General Manager, Administrative Officer, Representative Director — ещё менее очевидно. В зависимости от страны и структуры компании там может не быть прямой альтернативы CEO, и хотя упомянутые должности ближе всего к CEO, но имеют разный уровень пересечения обязанностей и полномочий: от 90 до 50%.

Я не знаю, существует ли для этого термин, но для себя я называю это проблемой «порога свободы интерпретации».

При ответах в свободном формате проблема «порога свободы интерпретации» разрешается относительно легко. В случае неоднозначностей LLM старается охватить все невыраженные смыслы в запросе пользователя, добавив несколько оговорок.
Вот реальный пример ответа ChatGPT:

В предоставленном контексте не упоминается должность CEO (Chief Executive Officer). Однако указано, что Ethan Caldwell является Managing Director (Управляющим директором). В данный момент он отстранён от исполнительных обязанностей, и управление компанией передано старшему руководству под наблюдением совета директоров.

Если же архитектура системы требует односложного ответа, как это было в RAG Challenge, то в подобных ситуациях модель будет отвечать непредсказуемо, исходя из своих внутренних “ощущений”.

Поэтому порог свободы интерпретации приходится определять и калибровать заранее. Но так как его нельзя определить и задать количественно, приходится выявлять все основные edge cases, формулировать общие правила интерпретации запросов и выспрашивать у заказчика, как поступать в случае неоднозначностей.

Помимо сложностей с интерпретацией, встречаются ещё и дилеммы общего характера.
Например: Did ACME inc announce any changes to its dividend policy?
Должна ли система засчитывать отсутствие информации в отчёте как информацию об отсутствии?

Ринат (организатор соревнования) не даст соврать, я закидывал его десятками подобных вопросов и дилемм при подготовке к соревнованию)

Создание промптов

За неделю до начала соревнования код генератора вопросов был выложен в общий доступ.
Я сразу же нагенерировал сотню вопросов и создал из них валидационный сет.

Отвечать на вопросы вручную - довольно нудное занятие, но оно помогло сразу в двух вещах:

  1. Валидационный сет позволяет объективно замерять качество системы при внесении изменений. Я прогонял систему на этом сете и отслеживал, на сколько вопросов она отвечает правильно, и в каких случаях чаще всего ошибается. Эта петля обратной связи помогает в итеративном улучшении промптов и остальных частей пайплайна.

  2. Ручной разбор вопросов подсветил для меня неочевидные детали и двусмысленности в вопросах и отчётах. Это позволило уточнить требования к ответам у Рината и однозначно отразить эти правила в промптах.

Все полученные уточнения я вносил в промпты в виде набора директив.

Примеры директив:

Answer type = Number

Return 'N/A' if metric provided is in a different currency than mentioned in the question. Return 'N/A' if metric is not directly stated in context EVEN IF it could be calculated from other metrics in the context. Pay special attention to any mentions in the context about whether metrics are reported in units, thousands, or millions, to adjust the number in final answer with no changes, three zeroes or six zeroes accordingly. Pay attention if the value is wrapped in parentheses; it means the value is negative.

Answer type = Names

If the question asks about positions (e.g., changes in positions), return ONLY position titles, WITHOUT names or any additional information. Appointments to new leadership positions also should be counted as changes in positions. If several changes related to a position with the same title are mentioned, return the title of such position only once. Position title always should be in singular form.

If the question asks about newly launched products, return ONLY the product names exactly as they are in the context. Candidates for new products or products in the testing phase are not counted as newly launched products.

Одним директивам модель следовала сходу, другим сопротивлялась из-за перекошенных Bias’ов, третьи она понимала с трудом и поэтому совершала ошибки.

Например, модель постоянно спотыкалась на отслеживании единиц представления метрики (тысячи, миллионы), из-за чего забывала дописывать необходимое количество нулей в финальном ответе, поэтому я сопроводил директиву небольшим примером:

Example for numbers in thousands:

Value from context: 4970,5 (in thousands $)
Final answer: 4970500

В итоге у меня были составлены промпты на каждый формат вопроса и несколько вспомогательных:

  • Финальный вопрос типа Number

  • Финальный вопрос типа Name

  • Финальный вопрос типа Names

  • Финальный вопрос типа Boolean

  • Финальный вопрос типа Comparative (для сопоставления ответов от нескольких компаний из Multiquery routing)

  • Перефразирование вопросов типа Comparative (для предварительного поиска метрик в отчётах)

  • LLM реранкинг

  • SO Reparser

Скрупулёзная проработка инструкций вместе с применением one-shot и SO CoT дали свои плоды. Итоговые промпты полностью перекалибровывали нежелательные Bias’ы системы и вылечили невнимательность к нюансам даже у слабых моделей.

Скорость системы

В изначальных, более строгих условиях RAG Challenge для номинирования на денежный приз было необходимо ответить на все 100 вопросов за 10 минут.
Я отнёсся к этому серьёзно и постарался использовать Token Per Minute rate limit от OpenAI на полную.

Уже на tier 2 лимиты очень щедрые — 2 млн tok/min для gpt-4o-mini и 450к tok/min для gpt-4o. Я прикинул, сколько токенов расходуется на один вопрос и в итоге обрабатывал по 25 вопросов за раз. Система обрабатывала все 100 вопросов за 2 минуты.

*В итоге условия по сроку сдачи решения сильно увеличили - остальные участники не успевали :)

Качество системы

Наличие валидационного сета помогло не только с промптами, но и с улучшением системы в целом.

Я вывел все основные фичи в конфигурацию, чтобы замерять их реальный эффект и отлаживать гиперпараметры. Вот некоторые из полей конфига:

class RunConfig:
    use_serialized_tables: bool = False
    parent_document_retrieval: bool = False
    use_vector_dbs: bool = True
    use_bm25_db: bool = False
    llm_reranking: bool = False
    llm_reranking_sample_size: int = 30
    top_n_retrieval: int = 10
    api_provider: str = "openai"
    answering_model: str = "gpt-4o-mini-2024-07-18"

Именно при тестировании конфигов я с удивлением обнаружил, сериализация таблиц, на которую я возлагал столько надежд, вообще не улучшила систему, а даже наоборот — немного её ухудшила.
Полагаю, Docling достаточно хорошо парсит таблицы из PDF, ретривер хорошо их находит, а LLM достаточно хорошо понимает их структуру. И никому из них эта помощь не нужна. А добавление текста на страницу лишь ухудшает signal-to-noise ratio.

Также я составил несколько конфигов для соревнования, чтобы быстро прогнать несколько разных систем для всех номинаций.

Итоговая система отлично отработала и с открытыми, и с проприетарными моделями: Llama 3.3 70b отстала от OpenAI o3-mini всего на пару баллов. Даже малышка Llama 8b обошла 80% участников в общем зачёте.

6. Итог

Итак, победить в RAG Challenge мне помогло не какое-то одно магическое решение, а системный подход, продуманная и отлаженная комбинация методов и глубокое погружение в детали задачи. Ключевыми факторами успеха стали качественный парсинг, эффективный ретривал, грамотный роутинг и особенно — LLM-реранкинг и проработанные промпты, позволившие добиться высокого качества даже с компактными моделями.

Главный вывод из этого соревнования прост: магия RAG скрыта в мелочах. Чем больше ты понимаешь задачу, тем точнее можешь настроить каждую часть пайплайна, и тем больше получаешь выгоды даже от самых простых техник.

Весь код системы я выложил в открытый доступ. Там есть инструкции как развернуть систему у себя и как запустить любой из этапов пайплайна.

Я не веду соц сети, так что посоветую свои любимые ТГ каналы:

LLM под капотом - Ринат рассказывает о внедрении систем с LLM в реальные бизнес процессы. Именно он дал старт этому конкурсу.

Сиолошная - Многие знают Игоря по лонгридам про GPT на хабре. В тг он выкладывает интересности гораздо чаще.

Если вам нужна консультация по LLM системам, пишите в личку

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    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 14.10.25 08:46 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 15.10.25 18:07 crypto

    Cryptocurrency's digital realm presents many opportunities, but it also conceals complex frauds. It is quite painful to lose your cryptocurrency to scam. You can feel harassed and lost as a result. If you have been the victim of a cryptocurrency scam, this guide explains what to do ASAP. Following these procedures will help you avoid further issues or get your money back. Communication with Marie ([email protected] and WhatsApp: +1 7127594675) can make all the difference.

  • 15.10.25 21:52 harristhomas7376

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  • 15.10.25 21:52 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 17.10.25 20:17 tyleradams

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  • 17.10.25 20:20 lindseyvonn

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  • 17.10.25 20:22 richardcharles

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  • 17.10.25 20:23 stevekalfman

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  • 17.10.25 21:42 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 17.10.25 21:42 marcushenderson624

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  • 17.10.25 21:42 marcushenderson624

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  • 21.10.25 08:39 debby131

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  • 21.10.25 11:45 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 21.10.25 11:45 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 22.10.25 04:48 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 22.10.25 07:36 donnacollier

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  • 22.10.25 11:59 elizabethrush89

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  • 22.10.25 11:59 elizabethrush89

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  • 22.10.25 16:31 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 23.10.25 01:52 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 23.10.25 01:52 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 23.10.25 15:47 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 23.10.25 21:43 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected]  You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 23.10.25 21:43 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected]  You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 24.10.25 06:08 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 24.10.25 06:40 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 24.10.25 06:40 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 24.10.25 06:54 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 24.10.25 18:18 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected]  You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 24.10.25 18:18 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected]  You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 25.10.25 00:49 tyleradams

    *HOW TO GET BACK YOUR STOLEN BITCOIN FROM SCAMMERS* ⭐️⭐️⭐️⭐️⭐️ Hello everyone, I can see a lot of things going wrong these last few days of investing online and getting scammed. I was in your shoes when I invested in a bogus binary option and was duped out of $87,000 in BTC, but thanks to the assistance of NVIDIA TECH HACKERS. They helped me get back my BTC. I didn’t trust the Hackers at first, but they were recommended to me by a friend whom I greatly respect. I received my refund in two days. I must recommend NVIDIA TECH HACKERS they are fantastic. 📧 [email protected]

  • 25.10.25 00:50 stevekalfman

    If you ever need hacking services, look no further. I found myself in a difficult situation after losing almost $510,000 USD in bitcoin. I was distraught and had no hope of survival because i lost my life savings to this scam, I had no chance of recovering my investment. Until i came across an article on google about ([email protected]). A real-life recovery expert, everything changed completely after contacting him and explaining my ordeal to him and he quickly stepped in and assisted me in recovering 95% of my lost funds. They guarantee their clients and i got the highest level of happiness their services are highly recommended. so I’m putting this here for anyone who require their services too" Email: [email protected]

  • 25.10.25 05:05 victoriabenny463

    A few months ago, I fell for what looked like a legitimate online trading platform. The website was sleek, the support team was responsive, and they even showed me fake profit charts that seemed to grow daily. I started small, and after a few test withdrawals worked, I invested more eventually depositing 2 Bitcoin in hopes of long-term returns. But one morning, when I tried to withdraw, everything changed. The platform suddenly locked my account, claiming there were additional fees to release my funds. The support chat stopped responding, and the website started giving error messages. That’s when I realized I’d been scammed. I was devastated. Two Bitcoins wasn’t pocket change, it was my savings. I filed reports online, but everyone told me it was impossible to recover crypto once it’s sent. Then, through a discussion forum, I came across Dexdert Net Recovery, a team specializing in tracing and recovering stolen digital assets. Skeptical but desperate, I reached out. Their response was immediate and professional. They asked for transaction IDs, wallet addresses, screenshots of my correspondence with the fake platform, and any proof of payment I had. Within days, their analysts traced the stolen Bitcoin through multiple wallets using blockchain forensics, They updated me step-by-step, Working with their recovery experts and blockchain partners, Dexdert Net Recovery successfully froze the funds and verified ownership of my wallet. After 2 days of persistence and verification, I finally saw my 2 Bitcoin restored back into my own wallet. I couldn’t believe it. What stood out most wasn’t just that they recovered my funds, but how transparent and supportive the Dexdert team was throughout the process. They educated me on crypto safety, how to spot fake trading sites, and how to secure my digital assets in the future. Dexdert Net Recovery truly lives up to its name. They gave me back not just my Bitcoin, but my peace of mind. Reach Out Information Below Via: Email: ([email protected]) Telegram: (https://t.me/Dexdertprorecovery) WhatsApp: (+1 (859) 609‑4156)

  • 25.10.25 10:13 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 25.10.25 10:13 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 26.10.25 01:03 Christopherbelle

    A terrible financial shock hit me hard. I lost $860,000 in a fake crypto scheme. Things looked good until I tried to cash out my earnings. Suddenly, my account vanished into thin air. I told the police many times, but help never showed up. Despair washed over me; I felt totally beaten. Then, I found Sylvester Bryant Intelligence. Right away, they were skilled and honest about the whole thing. They looked deep into my situation. They tracked where the stolen funds went. They fought hard for me every step of the way. To my great surprise, they got my money back. I thought that was impossible. I owe them so much for their hard work and truthfulness. Sylvester Bryant Intelligence restored my peace. If scams took your crypto, contact them now. Contact Info: Yt7cracker@gmail . com WhatsApp: ‪+1 512 577 7957. or +44 7428 662701.

  • 26.10.25 18:09 victoriabenny463

    A few months ago, I fell for what looked like a legitimate online trading platform. The website was sleek, the support team was responsive, and they even showed me fake profit charts that seemed to grow daily. I started small, and after a few test withdrawals worked, I invested more eventually depositing 2 Bitcoin in hopes of long-term returns. But one morning, when I tried to withdraw, everything changed. The platform suddenly locked my account, claiming there were additional fees to release my funds. The support chat stopped responding, and the website started giving error messages. That’s when I realized I’d been scammed. I was devastated. Two Bitcoins wasn’t pocket change, it was my savings. I filed reports online, but everyone told me it was impossible to recover crypto once it’s sent. Then, through a discussion forum, I came across Dexdert Net Recovery, a team specializing in tracing and recovering stolen digital assets. Skeptical but desperate, I reached out. Their response was immediate and professional. They asked for transaction IDs, wallet addresses, screenshots of my correspondence with the fake platform, and any proof of payment I had. Within days, their analysts traced the stolen Bitcoin through multiple wallets using blockchain forensics, They updated me step-by-step, Working with their recovery experts and blockchain partners, Dexdert Net Recovery successfully froze the funds and verified ownership of my wallet. After 2 days of persistence and verification, I finally saw my 2 Bitcoin restored back into my own wallet. I couldn’t believe it. What stood out most wasn’t just that they recovered my funds, but how transparent and supportive the Dexdert team was throughout the process. They educated me on crypto safety, how to spot fake trading sites, and how to secure my digital assets in the future. Dexdert Net Recovery truly lives up to its name. They gave me back not just my Bitcoin, but my peace of mind. Reach Out Information Below Via: Email: ([email protected]) Telegram: (https://t.me/Dexdertprorecovery) WhatsApp: (+1 (859) 609‑4156)

  • 27.10.25 11:15 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 27.10.25 11:15 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 27.10.25 17:08 raymondgonzales

    Three Cheers for Wizard Hilton Cyber Tech, Bitcoin Savior Extraordinaire In the ever-evolving world of cryptocurrency, where volatility and uncertainty reign supreme, one individual has emerged as a beacon of hope and innovation - Wizard Hilton Cyber Tech, the self-proclaimed "Bitcoin Savior Extraordinaire." This enigmatic figure, with his uncanny ability to navigate the complexities of the digital asset landscape, has captivated the attention of crypto enthusiasts and skeptics alike. Wizard Hilton Cyber Tech journey began as a humble programmer, tinkering with the underlying blockchain technology that powers Bitcoin. But it was his visionary approach and unwavering commitment to the cryptocurrency's potential that propelled him into the limelight. Through a series of strategic investments, groundbreaking algorithmic trading strategies, and a knack for anticipating market shifts, Wizard Hilton Cyber Tech has managed to consistently outperform even the savviest of Wall Street traders. Wizard Hilton Cyber Tech ability to turn even the most tumultuous of Bitcoin price swings into opportunities for substantial gains has earned him the moniker "Wizard," a testament to his unparalleled mastery of the digital currency realm. But Wizard Hilton Cyber Tech impact extends far beyond personal wealth accumulation - Wizard Hilton Cyber Tech has tirelessly advocated for the widespread adoption of Bitcoin, working tirelessly to educate the public, lobby policymakers, and collaborate with industry leaders to overcome the barriers that have long hindered the cryptocurrency's mainstream acceptance. With infectious enthusiasm and boundless energy, Wizard Hilton Cyber Tech has become a true champion of the Bitcoin cause, inspiring a new generation of crypto enthusiasts to embrace the transformative power of this revolutionary technology. As the digital currency landscape continues to evolve, Wizard Hilton Cyber Tech name will undoubtedly be etched in the annals of cryptocurrency history as a visionary, a trailblazer, and, above all, the Bitcoin Savior Extraordinaire. To get your stolen bitcoin back, reach out to Wizard Hilton Cyber Tech via: Email : wizardhiltoncybertech ( @ ) gmail (. ) com WhatsApp number  +18737715701 Good Day.

  • 27.10.25 17:20 fatimanorth

    The Federal Trade Commission said that more than $1 billion had been lost to cryptocurrency scams in 2023. Victims frequently lose everything, including hope, trust, and wealth. When your hard-earned money disappears into digital shadows, you feel trapped. Nowadays, cryptocurrency frauds are very common. You can get help from recovery specialist Marie at [email protected] and via WhatsApp at +1 7127594675.

  • 28.10.25 00:55 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 28.10.25 00:55 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 29.10.25 03:43 Christopherbelle

    A sudden money crisis struck me. I dropped $82,000 to a phony crypto scam. All seemed fine until I went to pull out my gains. Then, i was unable to get back my hard earned money. I reported it to the police several times. No aid came my way. Deep sadness hit me; I felt crushed. That's when I learned about Sylvester Bryant Intelligence. They acted quick and fair from the start. They checked my case closely. They followed the path of my lost cash. They pushed strong for me at each turn. In shock, they brought my funds back. I had figured it could not happen. I thank them for their effort and honesty. Sylvester Bryant Intelligence gave me calm again. If a scam stole your crypto, reach out to them today. Contact Info: Yt7cracker@gmail . com WhatsApp: +1 512 577 7957 or +44 7428 662701.

  • 29.10.25 10:56 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 29.10.25 10:56 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 30.10.25 09:49 Christopherbelle

    I suffered a huge money blow when $80,000 slipped away in a bogus crypto plot. It all looked great at first. Then I went to pull out my gains, and poof—my account was gone. I kept telling the cops about it, but they did zip. I felt shattered and lost. That's when I stumbled on Sylvester Bryant Intelligence. Things turned around fast. Right away, they showed clear steps, sharp know-how, and real drive to fix it. They tracked my missing cash step by step and pushed hard till they got it back. I swear, I figured it was a lost cause. Their straight-up work and trust brought back my calm. If a scam stole your crypto, reach out to them now. yt7cracker@gmail . com | WhatsApp: +1 512 577 7957 or +44 7428 662701

  • 30.10.25 12:03 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

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